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Erschienen in: Neuroinformatics 4/2007

01.12.2007

Inverse Current-Source Density Method in 3D: Reconstruction Fidelity, Boundary Effects, and Influence of Distant Sources

verfasst von: Szymon Łęski, Daniel K. Wójcik, Joanna Tereszczuk, Daniel A. Świejkowski, Ewa Kublik, Andrzej Wróbel

Erschienen in: Neuroinformatics | Ausgabe 4/2007

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Abstract

Estimation of the continuous current-source density in bulk tissue from a finite set of electrode measurements is a daunting task. Here we present a methodology which allows such a reconstruction by generalizing the one-dimensional inverse CSD method. The idea is to assume a particular plausible form of CSD within a class described by a number of parameters which can be estimated from available data, for example a set of cubic splines in 3D spanned on a fixed grid of the same size as the set of measurements. To avoid specificity of particular choice of reconstruction grid we add random jitter to the points positions and show that it leads to a correct reconstruction. We propose different ways of improving the quality of reconstruction which take into account the sources located outside the recording region through appropriate boundary treatment. The efficiency of the traditional CSD and variants of inverse CSD methods is compared using several fidelity measures on different test data to investigate when one of the methods is superior to the others. The methods are illustrated with reconstructions of CSD from potentials evoked by stimulation of a bunch of whiskers recorded in a slab of the rat forebrain on a grid of 4×5×7 positions.
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1
Note that the CSD in the whole tissue needs not be specified by its values on the grid, but, for instance, could be specified by the total current, position of the center and the spread of each of the sources. Then the potentials on the grid would be a nonlinear function of the parameters of CSD. Such a functional relation, however, would be of smaller practical utility in the application considered, which is why we restrict ourselves to the linear case. We believe it is useful to stress that the parameterizations can be more general as there may be other techniques, e.g. based on statistical learning, where nonlinear parametrization can be more natural and inverse of F is not required.
 
2
It is convenient to work with unit spacing and to include the true edge length h at the very end of the calculations, this is done simply by dividing the resulting CSD by h 2.
 
3
We dealt with the singularity by simply excising a ball of radius ε = 10 − 8 or ε = 10 − 6. The numerical error introduced by such an excision is smaller than ε 2.
 
4
Except at r = 0, which is not the case here because the source is “distant”.
 
5
Note that the larger grid has extra corner points which do not directly correspond to points in the original grid. For these corner points duplication means that we take the value at the closest (corner) point in the original grid. In other words, values at the corner points in the original grid are used at more than one point in the extended grid. A similar observation applies to the points on the edges of the grid.
 
6
Even though the reconstruction errors are normalized with respect to the original sources we think that one should still be careful when comparing the results between different sets.
 
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Metadaten
Titel
Inverse Current-Source Density Method in 3D: Reconstruction Fidelity, Boundary Effects, and Influence of Distant Sources
verfasst von
Szymon Łęski
Daniel K. Wójcik
Joanna Tereszczuk
Daniel A. Świejkowski
Ewa Kublik
Andrzej Wróbel
Publikationsdatum
01.12.2007
Verlag
Humana Press Inc
Erschienen in
Neuroinformatics / Ausgabe 4/2007
Print ISSN: 1539-2791
Elektronische ISSN: 1559-0089
DOI
https://doi.org/10.1007/s12021-007-9000-z

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